常用的R语言包汇总

总结一下已经安装过R语言包,以防止换电脑而忘记

  1. R的清华镜像:TUNA CRAN
  2. Rstudio install.packages:【error】 unable to access index for repository https://mirrors.tuna.tsinghua.edu.cn/CRAN/src/contrib
    解决方案:进入到R的安装目录,编辑/etc/Rprofile.site
    添加 options(download.file.method=“libcurl”),重新打开Rstudio即可

R语言包按照task的一个分类汇总:CRAN Task Views

R包总结:

气象类

  • crch Censored Regression with Conditional Heteroscedasticity
  • ensembleBMA
  • ensembleMOS
  • ensemblepp
  • rSQM: Statistical Downscaling Toolkit for Climate Change Scenario using Non Parametric Quantile Mapping
  • scoringRules: Scoring Rules for Parametric and Simulated Distribution Forecasts
  • verification: Weather Forecast Verification Utilities
  • openair:Tools for the Analysis of Air Pollution Data(TaylorDiagram

汇总命令:
install.packages(c("crch","ensembleBMA","ensembleMOS","ensemblepp","rSQM"))

地图类

B站视频:R语言绘制地图教程

  • RPyGeo: ArcGIS Geoprocessing via Python
  • maps: Draw Geographical Maps
  • mapdata: Extra Map Databases
  • maptools: Tools for Handling Spatial Objects
  • mapplots: Data Visualisation on Maps
  • rleafmap: Interactive Maps with R and Leaflet
  • mapproj: Map Projections
  • ggmap: Spatial Visualization with ggplot2

水文 Hydrological Data and Modeling

机器学习 ML

  • readMLData: Reading Machine Learning Benchmark Data Sets in Different Formats
  • randomForest:Breiman and Cutler’s Random Forests for Classification and Regression
  • SpatialML Spatial Machine Learning
  • ELMR: Extreme Machine Learning (ELM)
  • forecastML: Time Series Forecasting with Machine Learning Methods
  • caret Classification and Regression Training
  • DALEX moDel Agnostic Language for Exploration and eXplanation

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